During his time with the national team he and fellow Shanghai team members, Fan Zhiyi and Xie Hui were called "The Three Musketeers".
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Wu Chengying emerged with future Chinese internationals Shen Si, Xie Hui and Qi Hong form Shanghai Shenhua where he was predominantly used in the left back position.